Mass spectra alignment using virtual lock-masses.
Journal
Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288
Informations de publication
Date de publication:
11 06 2019
11 06 2019
Historique:
received:
18
11
2018
accepted:
08
05
2019
entrez:
13
6
2019
pubmed:
13
6
2019
medline:
13
6
2019
Statut:
epublish
Résumé
Mass spectrometry is a valued method to evaluate the metabolomics content of a biological sample. The recent advent of rapid ionization technologies such as Laser Diode Thermal Desorption (LDTD) and Direct Analysis in Real Time (DART) has rendered high-throughput mass spectrometry possible. It is used for large-scale comparative analysis of populations of samples. In practice, many factors resulting from the environment, the protocol, and even the instrument itself, can lead to minor discrepancies between spectra, rendering automated comparative analysis difficult. In this work, a sequence/pipeline of algorithms to correct variations between spectra is proposed. The algorithms correct multiple spectra by identifying peaks that are common to all and, from those, computes a spectrum-specific correction. We show that these algorithms increase comparability within large datasets of spectra, facilitating comparative analysis, such as machine learning.
Identifiants
pubmed: 31186508
doi: 10.1038/s41598-019-44923-8
pii: 10.1038/s41598-019-44923-8
pmc: PMC6560045
doi:
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
8469Subventions
Organisme : CIHR
ID : MOP130359
Pays : Canada
Références
Proteomics. 2008 Apr;8(8):1530-8
pubmed: 18340636
Bioinformatics. 2005 Jul 15;21(14):3066-73
pubmed: 15879456
Front Bioeng Biotechnol. 2015 Mar 05;3:23
pubmed: 25798438
Mass Spectrom Rev. 2001 Jul-Aug;20(4):157-71
pubmed: 11835304
Clin Chem. 2005 Jan;51(1):102-12
pubmed: 15613711
Annu Rev Anal Chem (Palo Alto Calif). 2010;3:43-65
pubmed: 20636033
Mass Spectrom Rev. 2007 Jan-Feb;26(1):51-78
pubmed: 16921475
Bioinformatics. 2004 Nov 22;20(17):3034-44
pubmed: 15226172
Proc Natl Acad Sci U S A. 1986 Sep;83(17):6233-7
pubmed: 3462691
J Am Soc Mass Spectrom. 2013 Jul;24(7):1137-45
pubmed: 23715870
Anal Chem. 2006 May 15;78(10):3289-95
pubmed: 16689529
Electrophoresis. 1999 Dec;20(18):3551-67
pubmed: 10612281
PLoS One. 2011 Feb 16;6(2):e16957
pubmed: 21359215
Mol Cell Proteomics. 2005 Dec;4(12):2010-21
pubmed: 16249172
Anal Chem. 1997 Dec 1;69(23):4751-60
pubmed: 9406525
Annu Rev Biochem. 2011;80:273-99
pubmed: 21548781
Anal Bioanal Chem. 2015 Mar;407(8):2023-5
pubmed: 25650000
Curr Opin Chem Biol. 2008 Oct;12(5):483-90
pubmed: 18718552
PLoS One. 2013 Sep 04;8(9):e73076
pubmed: 24023812